JP6991983B2 - 機械学習システムをトレーニングする方法及びシステム - Google Patents

機械学習システムをトレーニングする方法及びシステム Download PDF

Info

Publication number
JP6991983B2
JP6991983B2 JP2018544075A JP2018544075A JP6991983B2 JP 6991983 B2 JP6991983 B2 JP 6991983B2 JP 2018544075 A JP2018544075 A JP 2018544075A JP 2018544075 A JP2018544075 A JP 2018544075A JP 6991983 B2 JP6991983 B2 JP 6991983B2
Authority
JP
Japan
Prior art keywords
sample
sampled
importance value
sample set
machine learning
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
JP2018544075A
Other languages
English (en)
Japanese (ja)
Other versions
JP2019512126A5 (zh
JP2019512126A (ja
Inventor
チョウ，ジュン
Original Assignee
アリババ グループ ホウルディング リミテッド
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by アリババ グループ ホウルディング リミテッド filed Critical アリババ グループ ホウルディング リミテッド
Publication of JP2019512126A publication Critical patent/JP2019512126A/ja
Publication of JP2019512126A5 publication Critical patent/JP2019512126A5/ja
Application granted granted Critical
Publication of JP6991983B2 publication Critical patent/JP6991983B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/11—Complex mathematical operations for solving equations, e.g. nonlinear equations, general mathematical optimization problems
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10—Complex mathematical operations
    • G06F17/16—Matrix or vector computation, e.g. matrix-matrix or matrix-vector multiplication, matrix factorization
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Mathematical Analysis (AREA)
  • Pure & Applied Mathematics (AREA)
  • Mathematical Optimization (AREA)
  • Computational Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Medical Informatics (AREA)
  • Algebra (AREA)
  • Databases & Information Systems (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Computational Linguistics (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Health & Medical Sciences (AREA)
  • Operations Research (AREA)
  • Feedback Control In General (AREA)
  • Cable Transmission Systems, Equalization Of Radio And Reduction Of Echo (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Complex Calculations (AREA)
JP2018544075A 2016-02-29 2017-02-16 機械学習システムをトレーニングする方法及びシステム Active JP6991983B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
CN201610113716.1 2016-02-29
CN201610113716.1A CN107133190A (zh) 2016-02-29 2016-02-29 一种机器学习***的训练方法和训练***
PCT/CN2017/073719 WO2017148266A1 (zh) 2016-02-29 2017-02-16 一种机器学习***的训练方法和训练***

Publications (3)

Publication Number Publication Date
JP2019512126A JP2019512126A (ja) 2019-05-09
JP2019512126A5 JP2019512126A5 (zh) 2020-03-26
JP6991983B2 true JP6991983B2 (ja) 2022-01-14

Family

ID=59720591

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2018544075A Active JP6991983B2 (ja) 2016-02-29 2017-02-16 機械学習システムをトレーニングする方法及びシステム

Country Status (5)

Country Link
US (1) US11720787B2 (zh)
JP (1) JP6991983B2 (zh)
CN (1) CN107133190A (zh)
TW (1) TWI796286B (zh)
WO (1) WO2017148266A1 (zh)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107133190A (zh) 2016-02-29 2017-09-05 阿里巴巴集团控股有限公司 一种机器学习***的训练方法和训练***
JP2019086928A (ja) * 2017-11-06 2019-06-06 ファナック株式会社 制御装置及び機械学習装置
TWI651664B (zh) * 2017-11-15 2019-02-21 財團法人資訊工業策進會 模型生成伺服器及其模型生成方法
CN109325118B (zh) * 2018-09-03 2023-06-27 平安科技（深圳）有限公司 不平衡样本数据预处理方法、装置和计算机设备
US11379760B2 (en) 2019-02-14 2022-07-05 Yang Chang Similarity based learning machine and methods of similarity based machine learning
CN116032781A (zh) 2019-02-27 2023-04-28 华为技术有限公司 人工智能增强数据采样
CN111985651A (zh) * 2019-05-22 2020-11-24 ***通信集团福建有限公司 业务***运维方法和装置
CN113010500B (zh) * 2019-12-18 2024-06-14 天翼云科技有限公司 用于dpi数据的处理方法和处理***
CN114092632A (zh) 2020-08-06 2022-02-25 财团法人工业技术研究院 标注方法、应用其的装置、***、方法及计算机程序产品
CN114357069B (zh) * 2021-12-23 2024-05-28 微梦创科网络科技（中国）有限公司 一种基于分布式存储的大数据采样方法及***

Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2008072459A1 (ja) 2006-12-11 2008-06-19 Nec Corporation 能動学習システム、能動学習方法、及び能動学習用プログラム
JP2009093250A (ja) 2007-10-04 2009-04-30 Sony Corp 情報処理装置および方法、プログラム、並びに記録媒体
JP2014016895A (ja) 2012-07-10 2014-01-30 Canon Inc 情報抽出装置、情報抽出方法及びプログラム

Family Cites Families (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6917845B2 (en) * 2000-03-10 2005-07-12 Smiths Detection-Pasadena, Inc. Method for monitoring environmental condition using a mathematical model
CN102156907A (zh) * 2010-02-11 2011-08-17 中国科学院计算技术研究所 面向qa***的质检方法
CN101968851B (zh) * 2010-09-09 2012-08-08 西安电子科技大学 基于字典学习上采样的医学影像处理方法
US9093120B2 (en) * 2011-02-10 2015-07-28 Yahoo! Inc. Audio fingerprint extraction by scaling in time and resampling
US8873813B2 (en) * 2012-09-17 2014-10-28 Z Advanced Computing, Inc. Application of Z-webs and Z-factors to analytics, search engine, learning, recognition, natural language, and other utilities
JP5942651B2 (ja) * 2012-07-10 2016-06-29 沖電気工業株式会社 入力装置
CN104166668B (zh) * 2014-06-09 2018-02-23 南京邮电大学 基于folfm模型的新闻推荐***及方法
US10572679B2 (en) * 2015-01-29 2020-02-25 Affectomatics Ltd. Privacy-guided disclosure of crowd-based scores computed based on measurements of affective response
CN107133190A (zh) 2016-02-29 2017-09-05 阿里巴巴集团控股有限公司 一种机器学习***的训练方法和训练***

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2008072459A1 (ja) 2006-12-11 2008-06-19 Nec Corporation 能動学習システム、能動学習方法、及び能動学習用プログラム
US20100005043A1 (en) 2006-12-11 2010-01-07 Yoshiko Yamashita Active learning system, active learning method and program for active learning
JP2009093250A (ja) 2007-10-04 2009-04-30 Sony Corp 情報処理装置および方法、プログラム、並びに記録媒体
JP2014016895A (ja) 2012-07-10 2014-01-30 Canon Inc 情報抽出装置、情報抽出方法及びプログラム

Also Published As

Publication number Publication date
TWI796286B (zh) 2023-03-21
US11720787B2 (en) 2023-08-08
CN107133190A (zh) 2017-09-05
TW201737115A (zh) 2017-10-16
US20180365523A1 (en) 2018-12-20
US20230342607A1 (en) 2023-10-26
WO2017148266A1 (zh) 2017-09-08
JP2019512126A (ja) 2019-05-09

Similar Documents

Publication Publication Date Title
JP6991983B2 (ja) 機械学習システムをトレーニングする方法及びシステム
KR101959376B1 (ko) 멀티 코어 최적화된 순환 신경망을 위한 시스템 및 방법
CN110506260B (zh) 用于神经网络环境中的增强数据处理的方法、***和介质
US10656962B2 (en) Accelerate deep neural network in an FPGA
KR20200088475A (ko) 신경망의 기능적 부분망의 동시 훈련
CN106855952B (zh) 基于神经网络的计算方法及装置
CN108205469B (zh) 一种基于MapReduce的资源分配方法及服务器
CN111144457A (zh) 图像处理方法、装置、设备及存储介质
CN105183669A (zh) 一种数据存储方法及装置
WO2021169386A1 (zh) 一种图数据处理方法、装置、设备、介质
CN113568821A (zh) 一种ai芯片计算性能的测试方法、装置、设备、及介质
CN109902821B (zh) 一种数据处理方法、装置及相关组件
CN109389215B (zh) 一种深度学习网络的网络结构确定方法及装置
CN111291876A (zh) 运算装置、运算方法和运算芯片
CN107977923B (zh) 图像处理方法、装置、电子设备及计算机可读存储介质
CN112564996A (zh) 压力测试流量调度、控制方法、设备以及计算机可读介质
CN116009675A (zh) 功耗确定方法、装置、存储介质及电子设备
US10394810B1 (en) Iterative Z-score calculation for big data using components
CN111815510B (zh) 基于改进的卷积神经网络模型的图像处理方法及相关设备
US12026618B2 (en) Method and system for training machine learning system
JP2014013555A (ja) ニューラルネットワーク設計方法、フィッティング方法、及びプログラム
CN114298329A (zh) 一种模型训练方法、装置、设备及存储介质
CN110378037B (zh) 基于Ceph的CFD仿真数据存储方法、装置及服务器
CN110083517A (zh) 一种用户画像置信度的优化方法及装置
US10235415B1 (en) Iterative variance and/or standard deviation calculation for big data using components

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20200214

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20200214

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20210315

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20210329

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210629

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20211101

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20211201

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20211208

R150 Certificate of patent or registration of utility model

Ref document number: 6991983

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150